Royal Tenenbaum and his wife Etheline had three children and then they separated. All three children are extraordinary --- all geniuses. Virtually all memory of the brilliance of the young Tenenbaums was subsequently erased by two decades of betrayal, failure, and disaster. Most of this was generally considered to be their father's fault. "The Royal Tenenbaums" is the story of the family's sudden, unexpected reunion one recent winter.

The year is 1965, and the residents of New Penzance, an island off the coast of New England, inhabit a community that seems untouched by some of the bad things going on in the rest of the world. Twelve-year-olds Sam (Jared Gilman) and Suzy (Kara Hayward) have fallen in love and decide to run away. But a violent storm is approaching the island, forcing a group of quirky adults (Bruce Willis, Edward Norton, Bill Murray) to mobilize a search party and find the youths before calamity strikes.